DCNN-FuzzyWOA: Artificial Intelligence Solution for Automatic Detection of COVID-19 Using X-Ray Images

Table 7

Comparison of F1-Score in structures i-2s-6c-2s-12c and i-2s-8c-2s-16c.

Structure	i-2s-6c-2s-12c				i-2s-8c-2s-16c
	F1−score %				F1−score %
Epoch	DCNN-FuzzyWOA	DCNN-PSO	DCNN-GA	LeNet-5	DCNN-FuzzyWOA	DCNN-PSO	DCNN-GA	LeNet-5
1	89.10	89.71	73.21	70.06	89.89	80.51	77.84	0.10
2	89.13	87.86	73.87	78.41	90.25	81.19	78.45	0.42
3	89.89	89.04	75.62	73.24	90.63	82.27	79.86	1.53
4	90.78	90.18	75.75	74.93	91.03	83.97	81.68	2.46
5	91.20	92.14	77.19	75.08	91.19	84.23	83.54	1.90
6	91.22	92.31	77.73	75.62	91.43	84.35	84.94	2.68
7	91.49	92.45	78.62	76.80	93.19	92.00	85.53	1.52
8	91.98	92.45	79.79	76.71	92.44	86.54	86.54	1.18
9	93.44	92.83	80.81	79.82	94.08	86.11	87.68	0.52
10	93.47	93.10	82.11	80.74	94.02	88.37	87.41	1.27
11	94.19	93.13	85.51	80.97	94.51	88.62	88.52	1.36
12	94.28	93.27	91.89	83.44	95.79	89.49	89.18	1.89
13	95.31	93.76	88.48	87.32	96.37	90.13	89.57	2.25
14	95.77	95.00	93.35	88.18	97.31	91.91	89.96	1.46
15	97.01	95.13	89.22	89.04	95.11	92.81	90.14	3.91
16	97.47	95.50	90.67	89.49	95.34	92.65	90.72	1.23
17	97.90	95.89	91.34	89.78	95.89	94.29	93.71	2.85
18	98.53	96.31	91.52	90.08	96.51	95.81	94.64	0.79
19	98.99	96.66	96.25	91.37	97.00	96.07	94.89	0.91
20	100	96.97	93.15	91.45	97.31	96.73	94.32	2.89